Datasets:
Tasks:
Image-Text-to-Text
Modalities:
Image
Formats:
imagefolder
Languages:
Chinese
Size:
1K - 10K
ArXiv:
License:
Duplicate from Mobile-R1/Mobile-R1
Browse filesCo-authored-by: Mobile-R1 <Mobile-R1@users.noreply.huggingface.co>
This view is limited to 50 files because it contains too many changes. See raw diff
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| 1 |
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---
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| 2 |
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language:
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| 3 |
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- zh
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| 4 |
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license: apache-2.0
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| 5 |
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size_categories:
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| 6 |
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- 1K<n<10K
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| 7 |
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pretty_name: Mobile-R1
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| 8 |
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task_categories:
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| 9 |
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- image-text-to-text
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tags:
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- Multimodal
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- GUI
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- Agent
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---
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| 15 |
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# Dataset Card for Mobile-R1
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## Dataset Description
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| 20 |
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- **Homepage:** [Mobile-R1 homepage](https://mobile-r1.github.io/Mobile-R1/)
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| 22 |
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- **Paper:** [Mobile-R1: Towards Interactive Capability for VLM-Based Mobile Agent via Systematic Training](https://huggingface.co/papers/2506.20332)
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| 23 |
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## Dataset Structure
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| 25 |
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- `images/`: All the screenshots
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- `data.jsonl`: The trajectory data
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### Data Fields
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All screenshots are stored in the `images/` directory.
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We describe the structure of a single trajectory entry from the file `data.jsonl`, which contains the full interaction trajectories and action history.
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- `app_name`: String. The name of the mobile application (e.g., "闲鱼" / Xianyu) where the task is performed.
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- `trajectory_length`: Integer. Number of steps in the trajectory, indicating how many actions were taken to complete the task.
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- `instruction`: String. The user instruction describing the goal of the task (e.g., "Open Xianyu and search for the cheapest GTX 5090").
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- `system`: String. System prompt provided to the agent, guiding its reasoning and action prediction behavior.
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- `image_width`: Integer. Width of the device screen at the time of screenshot capture, used for coordinate alignment.
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- `image_height`: Integer. Height of the device screen at the time of screenshot capture, used for coordinate alignment.
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- `trajectory`: List of step dictionaries. Each entry corresponds to one interaction step and contains:
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- `image`: String. Filename of the PNG image capturing the screen at that step.
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- `thought`: String. The agent's internal reasoning about the current state and next action.
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- `subtask`: String. A concise description of the current subtask to be completed.
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- `action`: String. A JSON-formatted string representing the function call executed at this step:
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- `name`: Function name (e.g., `"mobile_use"`).
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- `arguments`: Dictionary containing the following action parameters:
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| 50 |
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- `action` (string, required): The action to perform. Supported values:
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| 51 |
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- `"key"`: Perform a key event (e.g., `"volume_up"`, `"power"`, `"clear"`; `text` required).
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| 52 |
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- `"click"`: Click at the specified screen coordinate (`coordinate` required).
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- `"long_press"`: Long-press at the specified coordinate for a given duration (`coordinate`, `time` required).
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- `"swipe"`: Swipe from one coordinate to another (`coordinate`, `coordinate2` required).
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- `"type"`: Input specified text into the active input box (`text` required).
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- `"system_button"`: Press a system button (`button` required; options: `"Back"`, `"Home"`, `"Menu"`, `"Enter"`).
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- `"open"`: Open an app (`text` required for app name).
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- `"wait"`: Wait for the specified number of seconds (`time` required).
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- `"terminate"`: Terminate the current task and report its status (`status` required, `"success"` or `"failure"`).
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- `coordinate` (array of two ints): [x, y] pixel coordinates from the top-left corner. Required for `"click"`, `"long_press"`, and `"swipe"`.
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- `coordinate2` (array of two ints): [x, y] pixel coordinates for the end point. Required only for `"swipe"`.
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- `text` (string): The text to input (for `"type"`, `"key"`, or app name for `"open"`).
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- `time` (number): Duration in seconds. Required for `"long_press"` and `"wait"`.
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- `button` (string): System button identifier (`"Back"`, `"Home"`, `"Menu"`, `"Enter"`). Required for `"system_button"`.
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- `status` (string): The status of the terminated task (`"success"` or `"failure"`). Required only for `"terminate"`.
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- `response`: String. Full model response including `<think>`, `<action>`, and `<tool_call>` XML tags.
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### Data Stats
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The dataset contains a total sample of **1,007 trajectories**, covering **28 different mobile applications**. The overall statistics are summarized in the following table:
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| App | Total Samples | Trajectory Count |
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|-----------|---------------|------------------|
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| 28 | 3,924 | 1,007 |
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> 📌 **Note**: Each trajectory may contain multiple samples (steps), representing individual interactions during task execution.
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## Dataset Creation
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We have created a high-quality dataset comprising 24,521 manually annotated instances derived from 4,635 trajectories.
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To facilitate the training and utilization of our dataset, focusing on Chinese mobile applications, we have open-sourced a sample of 1007 trajectories covering 28 different applications.
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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Git LFS Details
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